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I have a hunch an understanding of classical control will also lead to much better results than the deep RL stuff people are doing for ML based control


Classical control often restricts itself to Linear systems, and non-linear control is next to useless for non drift-free systems (if you can compute the Lie algebra in the first place). SOS relaxations won't scale, and all bets are off when dealing with contacts.


So what's your suggestion when dealing with any non-trivial system? All those issues you mention are true but also active research areas.




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